{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std::cout are redirected to python::stdout\n",
      "std::cerr are redirected to python::stderr\n",
      "[2019-03-27 21:36:50.872] [info] Loading market information...\n",
      "[2019-03-27 21:36:50.877] [info] Loading stock type information...\n",
      "[2019-03-27 21:36:50.878] [info] Loading stock information...\n",
      "[2019-03-27 21:36:55.588] [info] Loading KData...\n",
      "[2019-03-27 21:36:55.599] [info] Preloading all day kdata to buffer!\n",
      "[2019-03-27 21:37:05.163] [info] 9.5737s Loaded Data.\n",
      "Wall time: 16.9 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive.interactive import *\n",
    "\n",
    "from pylab import plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 示例：通道突破系统\n",
    "\n",
    "当价格突破20日高点时买入，当价格低于10日低点时卖出。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#创建一个从2001年1月1日开始的账户，初始资金20万元\n",
    "my_tm = crtTM(Datetime(200101010000), 200000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_sys = SYS_Simple(tm=my_tm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TurtleSG(self):\n",
    "     n1 = self.getParam(\"n1\")\n",
    "     n2 = self.getParam(\"n2\")\n",
    "     k = self.getTO()\n",
    "     c = CLOSE(k)\n",
    "     h = REF(HHV(c, n1), 1) #前n日高点\n",
    "     L = REF(LLV(c, n2), 1) #前n日低点\n",
    "     for i in range(h.discard, len(k)):\n",
    "         if (c[i] >= h[i]):\n",
    "             self._addBuySignal(k[i].datetime)\n",
    "         elif (c[i] <= L[i]):\n",
    "             self._addSellSignal(k[i].datetime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_sg = crtSG(TurtleSG, {'n1': 20, 'n2': 10}, 'TurtleSG')\n",
    "\n",
    "my_mm = MM_FixedCount(1000)\n",
    "\n",
    "s = sm['sz000001']\n",
    "query = QueryByDate(Datetime(200101010000), Datetime(201705010000))\n",
    "\n",
    "my_sys.mm = my_mm\n",
    "my_sys.sg = my_sg\n",
    "my_sys.run(s, query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<hikyuu._hikyuu.DatetimeList at 0x1cc743d5210>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calendar = sm.getTradingCalendar(query, 'SZ')\n",
    "calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = my_tm.getFundsCurve(calendar, Query.DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "PRICELIST(x1).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_sys.mm = MM_FixedPercent(0.03)\n",
    "my_sys.run(s, query)\n",
    "\n",
    "x2 = my_tm.getFundsCurve(calendar, Query.DAY)\n",
    "PRICELIST(x2).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_sys.mm = MM_FixedRisk(1000)\n",
    "my_sys.run(s, query)\n",
    "\n",
    "x3 = my_tm.getFundsCurve(calendar, Query.DAY)\n",
    "PRICELIST(x3).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_sys.mm = MM_FixedCapital(1000)\n",
    "my_sys.run(s, query)\n",
    "\n",
    "x4 = my_tm.getFundsCurve(calendar, Query.DAY)\n",
    "PRICELIST(x4).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = create_figure(1)\n",
    "\n",
    "def x_plot(x, name, ax):\n",
    "    px = PRICELIST(x)\n",
    "    px.name = name\n",
    "    px.plot(axes=ax, legend_on=True)\n",
    "\n",
    "x_plot(x1, 'MM_FixedCount', ax)\n",
    "x_plot(x2, 'MM_FixedPercent', ax)\n",
    "x_plot(x3, 'MM_FixedRisk', ax)\n",
    "x_plot(x3, 'MM_FixedCapital', ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
